Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	3729
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	349.7 KiB
Average record size in memory	96.0 B

Variable types

Numeric	12

Warnings

`ftr_time` is highly correlated with `ftr_alt` and 4 other fields	High correlation
`ftr_alt` is highly correlated with `ftr_time` and 4 other fields	High correlation
`ftr_pres` is highly correlated with `ftr_time` and 3 other fields	High correlation
`ftr_temp` is highly correlated with `ftr_time` and 4 other fields	High correlation
`ftr_hum` is highly correlated with `ftr_LON`	High correlation
`ftr_DP` is highly correlated with `ftr_time` and 4 other fields	High correlation
`ftr_WF` is highly correlated with `ftr_VEF`	High correlation
`ftr_VEF` is highly correlated with `ftr_WF`	High correlation
`ftr_LON` is highly correlated with `ftr_time` and 4 other fields	High correlation
`ftr_time` has unique values	Unique
`ftr_alt` has unique values	Unique

Reproduction

Analysis started	2021-06-18 14:52:14.321465
Analysis finished	2021-06-18 14:55:04.356445
Duration	2 minutes and 50.03 seconds
Software version	pandas-profiling v2.12.0
Download configuration	config.yaml

ftr_time
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	3729
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1979.554304

Minimum	0
Maximum	4229
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	0
5-th percentile	191.4
Q1	943
median	1974
Q3	2978
95-th percentile	3854.6
Maximum	4229
Range	4229
Interquartile range (IQR)	2035

Descriptive statistics

Standard deviation	1179.957404
Coefficient of variation (CV)	0.5960722581
Kurtosis	-1.184143764
Mean	1979.554304
Median Absolute Deviation (MAD)	1018
Skewness	0.0653680396
Sum	7381758
Variance	1392299.476
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
597	1	< 0.1%
621	1	< 0.1%
2668	1	< 0.1%
617	1	< 0.1%
2664	1	< 0.1%
613	1	< 0.1%
2660	1	< 0.1%
609	1	< 0.1%
2656	1	< 0.1%
Other values (3719)	3719	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
4229	1	< 0.1%
4226	1	< 0.1%
4225	1	< 0.1%
4224	1	< 0.1%
4223	1	< 0.1%

ftr_alt
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	3729
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9822.146897

Minimum	164.1
Maximum	21566.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	164.1
5-th percentile	1096.132
Q1	4319.45
median	9590.95
Q3	15001.9
95-th percentile	19554.044
Maximum	21566.76
Range	21402.66
Interquartile range (IQR)	10682.45

Descriptive statistics

Standard deviation	6068.135542
Coefficient of variation (CV)	0.6178013428
Kurtosis	-1.228255086
Mean	9822.146897
Median Absolute Deviation (MAD)	5336.12
Skewness	0.138932928
Sum	36626785.78
Variance	36822268.96
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14013.43	1	< 0.1%
7636.68	1	< 0.1%
3497.47	1	< 0.1%
8897.34	1	< 0.1%
9451.29	1	< 0.1%
18096.06	1	< 0.1%
12317.01	1	< 0.1%
15024.98	1	< 0.1%
10584.69	1	< 0.1%
3994.76	1	< 0.1%
Other values (3719)	3719	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
164.1	1	< 0.1%
174.78	1	< 0.1%
181.64	1	< 0.1%
184.85	1	< 0.1%
190.04	1	< 0.1%

Value	Count	Frequency (%)
21566.76	1	< 0.1%
21550.31	1	< 0.1%
21544.53	1	< 0.1%
21539.45	1	< 0.1%
21533.11	1	< 0.1%

ftr_pres
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3496
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	382.6783052

Minimum	43.1
Maximum	995.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	43.1
5-th percentile	60.34
Q1	131.4
median	304.2
Q3	609.4
95-th percentile	895.18
Maximum	995.9
Range	952.8
Interquartile range (IQR)	478

Descriptive statistics

Standard deviation	279.2458784
Coefficient of variation (CV)	0.7297144223
Kurtosis	-0.9918627232
Mean	382.6783052
Median Absolute Deviation (MAD)	207.8
Skewness	0.5566674227
Sum	1427007.4
Variance	77978.26059
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.9	3	0.1%
47.8	3	0.1%
57.2	3	0.1%
46	3	0.1%
50.2	3	0.1%
47.4	3	0.1%
47.2	3	0.1%
43.3	3	0.1%
58.7	3	0.1%
62.9	3	0.1%
Other values (3486)	3699	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
43.1	1	< 0.1%
43.2	1	< 0.1%
43.3	3	0.1%
43.5	2	0.1%
43.7	2	0.1%

Value	Count	Frequency (%)
995.9	1	< 0.1%
994.8	1	< 0.1%
994	1	< 0.1%
993.7	1	< 0.1%
993.1	1	< 0.1%

ftr_temp
Real number (ℝ)

HIGH CORRELATION

Distinct	2689
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-31.12988737

Minimum	-80.05
Maximum	23.5
Zeros	0
Zeros (%)	0.0%
Negative	2729
Negative (%)	73.2%
Memory size	29.3 KiB

Quantile statistics

Minimum	-80.05
5-th percentile	-76.5
Q1	-67.81
median	-31.09
Q3	1.15
95-th percentile	19.408
Maximum	23.5
Range	103.55
Interquartile range (IQR)	68.96

Descriptive statistics

Standard deviation	34.76340925
Coefficient of variation (CV)	-1.116721331
Kurtosis	-1.539961208
Mean	-31.12988737
Median Absolute Deviation (MAD)	35.85
Skewness	0.08719578841
Sum	-116083.35
Variance	1208.494623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.98	8	0.2%
14.39	8	0.2%
18.09	7	0.2%
13.68	7	0.2%
-67.65	7	0.2%
14.41	6	0.2%
14.59	6	0.2%
17.61	6	0.2%
15.56	6	0.2%
-0.64	6	0.2%
Other values (2679)	3662	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-80.05	1	< 0.1%
-80	1	< 0.1%
-79.97	1	< 0.1%
-79.88	2	0.1%
-79.85	3	0.1%

Value	Count	Frequency (%)
23.5	1	< 0.1%
23.44	1	< 0.1%
23.38	1	< 0.1%
23.35	1	< 0.1%
23.32	2	0.1%

ftr_hum
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	841
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.10404934

Minimum	5.1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	5.1
5-th percentile	11.9
Q1	29.2
median	69.1
Q3	83.7
95-th percentile	98.8
Maximum	100
Range	94.9
Interquartile range (IQR)	54.5

Descriptive statistics

Standard deviation	29.88342357
Coefficient of variation (CV)	0.4971948463
Kurtosis	-1.279880987
Mean	60.10404934
Median Absolute Deviation (MAD)	24
Skewness	-0.352246917
Sum	224128
Variance	893.0190045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	90	2.4%
19.9	37	1.0%
19.8	33	0.9%
20	31	0.8%
98.2	28	0.8%
20.1	25	0.7%
14.6	25	0.7%
98.7	20	0.5%
98	19	0.5%
14.7	19	0.5%
Other values (831)	3402	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.1	1	< 0.1%
5.2	4	0.1%
5.3	6	0.2%
5.4	2	0.1%
5.5	4	0.1%

Value	Count	Frequency (%)
100	90	2.4%
99.9	10	0.3%
99.8	7	0.2%
99.7	10	0.3%
99.6	6	0.2%

ftr_DP
Real number (ℝ)

HIGH CORRELATION

Distinct	1003
Distinct (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-36.50329847

Minimum	-89.3
Maximum	22.8
Zeros	2
Zeros (%)	0.1%
Negative	2735
Negative (%)	73.3%
Memory size	29.3 KiB

Quantile statistics

Minimum	-89.3
5-th percentile	-86.2
Q1	-78.7
median	-35.1
Q3	0.9
95-th percentile	16.8
Maximum	22.8
Range	112.1
Interquartile range (IQR)	79.6

Descriptive statistics

Standard deviation	37.59244346
Coefficient of variation (CV)	-1.029836892
Kurtosis	-1.553442418
Mean	-36.50329847
Median Absolute Deviation (MAD)	37.4
Skewness	-0.02077239716
Sum	-136120.8
Variance	1413.191805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7	26	0.7%
-82	22	0.6%
-81.9	21	0.6%
2.4	20	0.5%
1.6	19	0.5%
-81.8	19	0.5%
-85.5	18	0.5%
-85.6	18	0.5%
2.5	18	0.5%
2.8	18	0.5%
Other values (993)	3530	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-89.3	1	< 0.1%
-89.2	2	0.1%
-89.1	7	0.2%
-89	7	0.2%
-88.9	2	0.1%

Value	Count	Frequency (%)
22.8	4	0.1%
22.7	10	0.3%
22.6	6	0.2%
22.5	6	0.2%
22.4	3	0.1%

ftr_WF
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1599
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.62392599

Minimum	2
Maximum	27.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	2
5-th percentile	5.46
Q1	7.62
median	10.71
Q3	16.78
95-th percentile	25.886
Maximum	27.82
Range	25.82
Interquartile range (IQR)	9.16

Descriptive statistics

Standard deviation	6.390735287
Coefficient of variation (CV)	0.5062399205
Kurtosis	-0.4145815721
Mean	12.62392599
Median Absolute Deviation (MAD)	3.56
Skewness	0.8461084955
Sum	47074.62
Variance	40.84149751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.35	16	0.4%
7.11	13	0.3%
7.57	12	0.3%
6.46	11	0.3%
6.48	11	0.3%
9.65	11	0.3%
6.53	11	0.3%
20.2	10	0.3%
8.61	10	0.3%
7.62	10	0.3%
Other values (1589)	3614	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	2	0.1%
2.01	2	0.1%
2.05	1	< 0.1%
2.07	1	< 0.1%
2.1	1	< 0.1%

Value	Count	Frequency (%)
27.82	2	0.1%
27.81	1	< 0.1%
27.8	1	< 0.1%
27.78	1	< 0.1%
27.77	1	< 0.1%

ftr_WD
Real number (ℝ_≥0)

Distinct	1119
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.8400644

Minimum	51.4
Maximum	241.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	51.4
5-th percentile	55.5
Q1	86.2
median	95.4
Q3	115.7
95-th percentile	226.6
Maximum	241.4
Range	190
Interquartile range (IQR)	29.5

Descriptive statistics

Standard deviation	48.35693956
Coefficient of variation (CV)	0.4323758202
Kurtosis	0.7862622877
Mean	111.8400644
Median Absolute Deviation (MAD)	12.3
Skewness	1.362321189
Sum	417051.6
Variance	2338.393604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.2	21	0.6%
94	21	0.6%
94.7	21	0.6%
54.8	20	0.5%
94.6	18	0.5%
92.7	18	0.5%
87.1	17	0.5%
91.6	17	0.5%
96.1	17	0.5%
95.4	17	0.5%
Other values (1109)	3542	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
51.4	2	0.1%
51.5	2	0.1%
51.6	2	0.1%
51.7	2	0.1%
51.8	1	< 0.1%

Value	Count	Frequency (%)
241.4	1	< 0.1%
241.3	2	0.1%
241.1	1	< 0.1%
240.9	2	0.1%
240.8	1	< 0.1%

ftr_VEF
Real number (ℝ)

HIGH CORRELATION

Distinct	357
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-10.41753821

Minimum	-27.8
Maximum	7.9
Zeros	5
Zeros (%)	0.1%
Negative	3225
Negative (%)	86.5%
Memory size	29.3 KiB

Quantile statistics

Minimum	-27.8
5-th percentile	-25.5
Q1	-14.1
median	-10.2
Q3	-6.3
95-th percentile	5.3
Maximum	7.9
Range	35.7
Interquartile range (IQR)	7.8

Descriptive statistics

Standard deviation	8.549260393
Coefficient of variation (CV)	-0.8206603343
Kurtosis	-0.3954994455
Mean	-10.41753821
Median Absolute Deviation (MAD)	3.9
Skewness	0.00333289412
Sum	-38847
Variance	73.08985327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-10.8	85	2.3%
-7.4	44	1.2%
-11.1	44	1.2%
-13.9	44	1.2%
-10.9	43	1.2%
-8.6	43	1.2%
-10.7	40	1.1%
-8.7	39	1.0%
-8	38	1.0%
-14.1	38	1.0%
Other values (347)	3271	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-27.8	4	0.1%
-27.7	6	0.2%
-27.6	4	0.1%
-27.5	5	0.1%
-27.4	5	0.1%

Value	Count	Frequency (%)
7.9	3	0.1%
7.8	3	0.1%
7.7	6	0.2%
7.6	13	0.3%
7.5	2	0.1%

ftr_VNF
Real number (ℝ)

Distinct	184
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8362295522

Minimum	-10.9
Maximum	7.5
Zeros	27
Zeros (%)	0.7%
Negative	1266
Negative (%)	34.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	-10.9
5-th percentile	-8.7
Q1	-1.2
median	1
Q3	4
95-th percentile	6.8
Maximum	7.5
Range	18.4
Interquartile range (IQR)	5.2

Descriptive statistics

Standard deviation	4.229665295
Coefficient of variation (CV)	5.058019396
Kurtosis	0.3538876118
Mean	0.8362295522
Median Absolute Deviation (MAD)	2.7
Skewness	-0.7680518726
Sum	3118.3
Variance	17.89006851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	80	2.1%
0.6	73	2.0%
0.9	72	1.9%
0.4	71	1.9%
1.1	67	1.8%
0.5	64	1.7%
1.6	60	1.6%
5.4	60	1.6%
1.2	54	1.4%
0.8	53	1.4%
Other values (174)	3075	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.9	12	0.3%
-10.8	4	0.1%
-10.7	22	0.6%
-10.6	9	0.2%
-10.5	4	0.1%

Value	Count	Frequency (%)
7.5	10	0.3%
7.4	22	0.6%
7.3	16	0.4%
7.2	21	0.6%
7.1	30	0.8%

ftr_LAT
Real number (ℝ_≥0)

Distinct	2636
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.024448209

Minimum	8.000892
Maximum	8.043898
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	8.000892
5-th percentile	8.005005
Q1	8.011932
median	8.023506
Q3	8.038214
95-th percentile	8.043468
Maximum	8.043898
Range	0.043006
Interquartile range (IQR)	0.026282

Descriptive statistics

Standard deviation	0.01302979926
Coefficient of variation (CV)	0.001623762646
Kurtosis	-1.334399587
Mean	8.024448209
Median Absolute Deviation (MAD)	0.012634
Skewness	-0.01566025267
Sum	29923.16737
Variance	0.0001697756687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.038162	8	0.2%
8.011331	8	0.2%
8.019553	8	0.2%
8.038203	8	0.2%
8.043709	7	0.2%
8.019593	7	0.2%
8.043772	7	0.2%
8.038157	7	0.2%
8.03822	7	0.2%
8.04372	6	0.2%
Other values (2626)	3656	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.000892	2	0.1%
8.000914	1	< 0.1%
8.000949	2	0.1%
8.000955	1	< 0.1%
8.001	1	< 0.1%

Value	Count	Frequency (%)
8.043898	1	< 0.1%
8.043892	2	0.1%
8.043875	1	< 0.1%
8.043863	1	< 0.1%
8.043858	1	< 0.1%

ftr_LON
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3537
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.297044363

Minimum	2.01786
Maximum	2.446152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.3 KiB

Quantile statistics

Minimum	2.01786
5-th percentile	2.0679296
Q1	2.16087
median	2.341759
Q3	2.42741
95-th percentile	2.4455076
Maximum	2.446152
Range	0.428292
Interquartile range (IQR)	0.26654

Descriptive statistics

Standard deviation	0.1360069914
Coefficient of variation (CV)	0.05920956232
Kurtosis	-1.255356498
Mean	2.297044363
Median Absolute Deviation (MAD)	0.097248
Skewness	-0.5009675136
Sum	8565.678431
Variance	0.01849790171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.44492	6	0.2%
2.445894	5	0.1%
2.44602	5	0.1%
2.445928	5	0.1%
2.445951	5	0.1%
2.445877	5	0.1%
2.445814	5	0.1%
2.445819	4	0.1%
2.445453	4	0.1%
2.445854	4	0.1%
Other values (3527)	3681	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.01786	1	< 0.1%
2.01845	1	< 0.1%
2.018633	1	< 0.1%
2.018817	1	< 0.1%
2.018994	1	< 0.1%

Value	Count	Frequency (%)
2.446152	1	< 0.1%
2.446146	1	< 0.1%
2.44614	1	< 0.1%
2.446129	1	< 0.1%
2.446123	2	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	ftr_time	ftr_alt	ftr_pres	ftr_temp	ftr_hum	ftr_DP	ftr_WF	ftr_WD	ftr_VEF	ftr_VNF	ftr_LAT	ftr_LON
0	0	164.10	995.9	23.50	90.0	21.8	2.00	155.0	-1.4	2.1	8.000892	2.427891
1	2	174.78	994.8	23.44	96.0	22.8	2.50	146.5	-1.4	2.1	8.000892	2.427886
2	3	181.64	994.0	23.38	96.1	22.7	2.44	146.5	-1.3	2.0	8.000914	2.427897
3	4	184.85	993.7	23.32	96.4	22.7	2.36	147.4	-1.3	2.0	8.000955	2.427909
4	5	190.04	993.1	23.32	96.6	22.7	2.26	149.5	-1.1	1.9	8.001006	2.427932
5	6	197.70	992.2	23.23	96.9	22.7	2.15	152.4	-1.0	1.9	8.001000	2.427943
6	7	203.97	991.5	23.29	96.7	22.7	2.07	155.7	-0.9	1.9	8.000949	2.427920
7	8	210.88	990.7	23.35	96.5	22.8	2.01	159.2	-0.7	1.9	8.000949	2.427851
8	9	213.16	990.7	23.29	96.8	22.8	2.00	163.0	-0.6	1.9	8.001006	2.427794
9	10	216.51	990.3	23.29	97.1	22.8	2.01	167.1	-0.4	2.0	8.001104	2.427771

Last rows

	ftr_time	ftr_alt	ftr_pres	ftr_temp	ftr_hum	ftr_DP	ftr_WF	ftr_WD	ftr_VEF	ftr_VNF	ftr_LAT	ftr_LON
3719	4212	21475.05	43.8	-67.28	5.3	-85.7	22.21	76.7	-21.6	-5.1	8.021971	2.021229
3720	4213	21481.02	43.7	-67.17	5.3	-85.7	22.25	76.5	-21.6	-5.2	8.021931	2.021051
3721	4214	21485.69	43.7	-67.17	5.3	-85.7	22.28	76.4	-21.7	-5.2	8.021890	2.020862
3722	4218	21505.95	43.5	-66.97	5.3	-85.5	22.30	76.2	-21.7	-5.3	8.021644	2.020009
3723	4219	21512.26	43.5	-66.86	5.2	-85.5	22.32	76.0	-21.7	-5.4	8.021598	2.019785
3724	4223	21533.11	43.3	-66.95	5.3	-85.5	22.33	75.9	-21.7	-5.4	8.021392	2.018994
3725	4224	21539.45	43.3	-66.88	5.2	-85.5	22.34	75.9	-21.7	-5.5	8.021335	2.018817
3726	4225	21544.53	43.3	-67.02	5.2	-85.6	22.36	75.8	-21.7	-5.5	8.021283	2.018633
3727	4226	21550.31	43.2	-67.15	5.2	-85.8	22.37	75.8	-21.7	-5.5	8.021214	2.018450
3728	4229	21566.76	43.1	-66.95	5.1	-85.7	22.37	75.8	-21.7	-5.5	8.020974	2.017860

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows